ASILO Robustness — Summary

Final-round snapshot (mean ± 95% CI)

block label method round f1_mean f1_std ci_low ci_high bytes_cum_mean
heterogeneous fast25 ASILO 49 0.8718 0.0152 0.8624 0.8812 18447693.2000
heterogeneous fast25 DFedSAM 49 0.8293 0.0279 0.8120 0.8466 19890000.0000
heterogeneous fast25 DeceFL 49 0.8412 0.0168 0.8308 0.8516 79560000.0000
heterogeneous fast25 FedAvg 49 0.8507 0.0184 0.8393 0.8621 19890000.0000
heterogeneous fast50 ASILO 49 0.8674 0.0216 0.8540 0.8808 19106711.1000
heterogeneous fast50 DFedSAM 49 0.8463 0.0149 0.8371 0.8555 19890000.0000
heterogeneous fast50 DeceFL 49 0.8437 0.0167 0.8333 0.8541 79560000.0000
heterogeneous fast50 FedAvg 49 0.8466 0.0182 0.8353 0.8580 19890000.0000
homogeneous homogeneous ASILO 49 0.8452 0.0167 0.8349 0.8556 20628551.2000
homogeneous homogeneous DFedSAM 49 0.8512 0.0159 0.8413 0.8610 19890000.0000
homogeneous homogeneous DeceFL 49 0.8382 0.0206 0.8255 0.8510 79560000.0000
homogeneous homogeneous FedAvg 49 0.8419 0.0220 0.8283 0.8556 19890000.0000

f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png

Communication summary (per method × condition)

method condition edges sent_events recv_events total_bytes
ASILO fast25 177 2911 2911 15707109
ASILO fast50 188 2950 2950 15916287
DFedSAM fast25 30 15000 15000 31200000
DFedSAM fast50 30 15000 15000 31200000
DeceFL fast25 60 60000 30000 93600000
DeceFL fast50 60 60000 30000 93600000
FedAvg fast25 30 22448 15000 38945920
FedAvg fast50 30 22467 15000 38965680

Communication Graphs

ASILO

ASILO — fast25
ASILO — fast50

FedAvg

FedAvg — fast25
FedAvg — fast50

DFedSAM

DFedSAM — fast25
DFedSAM — fast50

DeceFL

DeceFL — fast25
DeceFL — fast50

Effective Contribution Graphs

ASILO

ASILO — fast25
ASILO — fast50